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当代智力测验(IQ)因子结构的蒙特卡罗建模:对 IQ 评估、解释和理论的影响。

Monte Carlo Modeling of Contemporary Intelligence Test (IQ) Factor Structure: Implications for IQ Assessment, Interpretation, and Theory.

机构信息

Rider University, Lawrenceville, NJ, USA.

College of William & Mary, Williamsburg, VA, USA.

出版信息

Assessment. 2021 Apr;28(3):977-993. doi: 10.1177/1073191119869828. Epub 2019 Aug 20.

Abstract

Researchers continue to debate the constructs measured by commercial ability tests. Factor analytic investigations of these measures have been used to develop and refine widely adopted psychometric theories of intelligence particularly the Cattell-Horn-Carroll (CHC) model. Even so, this linkage may be problematic as many of these investigations examine a particular instrument in isolation and CHC model specification across tests and research teams has not been consistent. To address these concerns, the present study used Monte Carlo resampling to investigate the latent structure of four of the most widely used intelligence tests for children and adolescents. The results located the approximate existence of the publisher posited CHC theoretical group factors in the Differential Abilities Scales-Second edition and the Kaufman Assessment Battery for Children-Second edition but not in the Wechsler Intelligence Scale for Children-Fifth edition or the Woodcock-Johnson IV Tests of Cognitive Abilities. Instead, the results supported alternative conceptualizations from independent factor analytic research. Additionally, whereas a bifactor model produced superior fit indices in two instruments (Wechsler Intelligence Scale for Children-Fifth edition and Woodcock-Johnson IV Tests of Cognitive Abilities), a higher order structure was found to be superior in the Kaufman Assessment Battery for Children-Second edition and the Differential Abilities Scales-Second edition. Regardless of the model employed, the general factor captured a significant portion of each instrument's variance. Implications for IQ test assessment, interpretation, and theory are discussed.

摘要

研究人员继续争论商业能力测试所衡量的结构。这些措施的因素分析研究被用来开发和完善广泛采用的智力心理测量理论,特别是卡特尔-霍恩-卡罗尔(CHC)模型。即便如此,这种联系可能存在问题,因为许多此类研究都是孤立地检查特定工具,而 CHC 模型在测试和研究团队之间的规范并不一致。为了解决这些问题,本研究使用蒙特卡罗重采样来调查四种最广泛用于儿童和青少年的智力测试的潜在结构。结果发现,在差异能力量表第二版和 Kaufman 儿童评估量表第二版中存在出版商假定的 CHC 理论组因素的近似存在,但在韦氏儿童智力量表第五版或伍德科克-约翰逊认知能力测验第四版中则不存在。相反,结果支持来自独立因素分析研究的替代概念化。此外,虽然双因素模型在两种工具(韦氏儿童智力量表第五版和伍德科克-约翰逊认知能力测验第四版)中产生了更好的拟合指数,但在 Kaufman 儿童评估量表第二版和差异能力量表第二版中发现了更高阶的结构更优。无论采用哪种模型,一般因素都捕获了每个工具的大部分方差。讨论了对智商测试评估、解释和理论的影响。

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